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add anonymized training traces (6000 records, 3 families x persistent/stateless)

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.gitattributes CHANGED
@@ -58,3 +58,9 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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  # Video files - compressed
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  *.mp4 filter=lfs diff=lfs merge=lfs -text
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  *.webm filter=lfs diff=lfs merge=lfs -text
 
 
 
 
 
 
 
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  # Video files - compressed
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  *.mp4 filter=lfs diff=lfs merge=lfs -text
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  *.webm filter=lfs diff=lfs merge=lfs -text
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+ data/knapsack/persistent/traces.jsonl filter=lfs diff=lfs merge=lfs -text
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+ data/knapsack/stateless/traces.jsonl filter=lfs diff=lfs merge=lfs -text
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+ data/navigation/persistent/traces.jsonl filter=lfs diff=lfs merge=lfs -text
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+ data/navigation/stateless/traces.jsonl filter=lfs diff=lfs merge=lfs -text
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+ data/rule_diagnosis/persistent/traces.jsonl filter=lfs diff=lfs merge=lfs -text
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+ data/rule_diagnosis/stateless/traces.jsonl filter=lfs diff=lfs merge=lfs -text
README.md ADDED
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+ ---
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+ license: apache-2.0
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+ task_categories:
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+ - text-generation
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+ language:
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+ - en
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+ tags:
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+ - code-generation
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+ - tool-use
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+ - agent
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+ - knapsack
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+ - navigation
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+ - rule-diagnosis
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+ - codeact
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+ - runtime-semantics
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+ pretty_name: "Training Traces"
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+ size_categories:
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+ - 1K<n<10K
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+ configs:
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+ - config_name: knapsack_persistent
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+ data_files:
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+ - split: train
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+ path: data/knapsack/persistent/traces.jsonl
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+ default: true
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+ - config_name: knapsack_stateless
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+ data_files:
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+ - split: train
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+ path: data/knapsack/stateless/traces.jsonl
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+ - config_name: navigation_persistent
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+ data_files:
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+ - split: train
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+ path: data/navigation/persistent/traces.jsonl
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+ - config_name: navigation_stateless
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+ data_files:
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+ - split: train
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+ path: data/navigation/stateless/traces.jsonl
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+ - config_name: rule_diagnosis_persistent
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+ data_files:
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+ - split: train
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+ path: data/rule_diagnosis/persistent/traces.jsonl
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+ - config_name: rule_diagnosis_stateless
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+ data_files:
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+ - split: train
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+ path: data/rule_diagnosis/stateless/traces.jsonl
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+ ---
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+
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+ # Training Traces
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+
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+ Anonymous supplementary release for a double-blind workshop submission. This dataset
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+ holds the teacher agent traces used to fine-tune the paper's LoRA adapters (see the
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+ sibling `cap-sweep-eval-data` release and the ten adapter repos alongside this one).
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+
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+ 6,000 agent traces total (1,000 per family x runtime combination), produced by an LLM
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+ teacher solving each of the paper's three agentic task families -- Opaque Knapsack,
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+ navigation, and rule diagnosis -- under two interpreter runtime conditions. Each config
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+ is a persistent/stateless pair for one family; all six were used to fine-tune the
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+ correspondingly-named LoRA adapters.
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+
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+ ## Key terms
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+
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+ - **Persistent runtime**: the Python interpreter keeps all variables alive between
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+ agent steps. An agent can write `total_weight += w` and it persists to the next turn.
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+ - **Stateless runtime**: the interpreter resets after every step; nothing carries over
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+ automatically, so the agent must re-establish any state it needs each turn.
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+
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+ ## Format
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+
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+ Each line is a `{"messages": [...]}` chat-format record (system / user / assistant /
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+ tool turns) suitable for direct SFT ingestion. Records include the full CodeAct-style
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+ system prompt, task prompt, the agent's code blocks and tool outputs (including tool
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+ exceptions), through to task completion.
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+
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+ ## Provenance
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+
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+ Released anonymously alongside a NeurIPS workshop submission for reproducibility
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+ review. Non-anonymous release (paper citation, full code) will follow after the review
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+ process concludes.
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